Annotation Data Analysis

Networkx version: 2.6.3

1. Reading data

>> Number of annotated documents: 3702

{'_id': ObjectId('61a631a3626bdd663a413529'),
 'approach': '[1]-[S]-[conj_LNK]-[S]-[PUNCT]',
 'argumentID': '16392-2-1',
 'claim': {'entities': [],
           'nouns': ['barrio', 'perimetro'],
           'text': 'Es un barrio que queda fuera del perimetro de la m-30'},
 'commentID': -1,
 'linker': {'category': 'CONTRAST',
            'linker': 'pero',
            'relationType': 'attack',
            'subCategory': 'OPPOSITION'},
 'mainVerb': 'queda',
 'majorClaim': {'entities': ['Entrevias'],
                'nouns': ['barrio'],
                'text': 'Incluir BICIMAD en el barrio de Entrevias'},
 'parentID': -1,
 'premise': {'entities': [],
             'nouns': ['lado'],
             'text': 'esta practicamente al lado'},
 'proposalID': 16392,
 'sentence': 'Es un barrio que queda fuera del perimetro de la m-30 pero esta '
             'practicamente al lado.',
 'syntacticTree': '(sentence\n'
                  '  (S\n'
                  '    (grup.verb (AUX Es))\n'
                  '    (sn\n'
                  '      (spec (DET un))\n'
                  '      (grup.nom (NOUN barrio)\n'
                  '        (S\n'
                  '          (relatiu (PRON que))\n'
                  '          (grup.verb (VERB queda))\n'
                  '          (sadv\n'
                  '            (grup.adv (ADV fuera)\n'
                  '              (sp\n'
                  '                (prep (ADP del))\n'
                  '                (sn\n'
                  '                  (grup.nom (NOUN perimetro)\n'
                  '                    (sp\n'
                  '                      (prep (ADP de))\n'
                  '                      (sn\n'
                  '                        (spec (DET la))\n'
                  '                        (grup.nom (NUM m-30)))))))))))))\n'
                  '  (conj (CCONJ pero))\n'
                  '  (S\n'
                  '    (grup.verb (DET esta))\n'
                  '    (sadv\n'
                  '      (grup.adv (ADV practicamente)))\n'
                  '    (sp\n'
                  '      (prep (ADP al))\n'
                  '      (sn\n'
                  '        (grup.nom (NOUN lado)))))\n'
                  '  (PUNCT .))\n',
 'userID': 27958}

2. Data processing

2.1. Summary of proposals and comments

Proposals number: 513
Comments number: 3189
Comments with response number: 1303 , % share: 0.41

[('[S]-[conj_LNK]-[S]-[PUNCT]', 2642),
 ('[S]-[conj_LNK]-[S]', 242),
 ('[grup.verb]-[sn]-[S_LNK]-[PUNCT]', 168),
 ('[sn]-[grup.verb]-[S_LNK]-[PUNCT]', 94),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]', 82),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[PUNCT]', 59),
 ('[S]-[conj_LNK]-[S]-[grup.nom]', 41),
 ('[grup.verb]-[sn]-[S_LNK]', 41),
 ('[S]-[conj_LNK]-[S]-[S]-[PUNCT]', 39),
 ('[S]-[conj_LNK]-[S]-[grup.nom]-[s.a]', 29),
 ('[S]-[conj_LNK]-[S]-[s.a]', 23),
 ('[sp]-[grup.verb]-[sn]-[S_LNK]-[PUNCT]', 22),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]', 15),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[PUNCT]', 12),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]', 9),
 ('[grup.verb]-[sn]-[S_LNK]-[conj]-[S]-[PUNCT]', 7),
 ('[S]-[conj_LNK]-[S]-[grup.nom]-[grup.nom]-[s.a]', 7),
 ('[S]-[conj_LNK]-[S]-[S]', 6),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[NUM]', 5),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]', 5),
 ('[S]-[conj_LNK]-[S]-[grup.nom]-[grup.nom]', 4),
 ('[S]-[conj_LNK]-[S]-[sp]-[PUNCT]', 4),
 ('[sp]-[grup.verb]-[sn]-[S_LNK]', 4),
 ('[S]-[conj_LNK]-[S]-[NOUN]', 4),
 ('[S]-[conj_LNK]-[S]-[NUM]', 4),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[PUNCT]-[S]-[PUNCT]', 4),
 ('[S]-[conj_LNK]-[S]-[PROPN]', 4),
 ('[grup.verb]-[sn]-[S_LNK]-[s.a]', 3),
 ('[grup.verb]-[sn]-[S_LNK]-[grup.nom]', 3),
 ('[sn]-[grup.verb]-[S_LNK]-[S]-[PUNCT]', 3),
 ('[S]-[conj_LNK]-[S]-[S]-[grup.nom]', 3),
 ('[grup.verb]-[sn]-[S_LNK]-[PUNCT]-[S]-[PUNCT]', 3),
 ('[sn]-[grup.verb]-[S_LNK]', 3),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[sn]-[PUNCT]', 3),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[conj]-[S]-[PUNCT]', 3),
 ('[grup.verb]-[sn]-[S_LNK]-[grup.nom]-[s.a]', 2),
 ('[S]-[conj_LNK]-[S]-[S]-[conj]-[S]-[PUNCT]', 2),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[S]', 2),
 ('[S]-[conj_LNK]-[S]-[S]-[S]-[PUNCT]', 2),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[conj]-[S]-[PUNCT]', 2),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[conj]-[S]-[PUNCT]', 2),
 ('[S]-[conj_LNK]-[S]-[conj]-[sn]-[PUNCT]', 2),
 ('[S]-[conj_LNK]-[S]-[sn]-[PUNCT]', 2),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[S]-[PUNCT]', 2),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[sn]-[PUNCT]-[S]-[PUNCT]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[PUNCT]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[VERB]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[S]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[PUNCT]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[ADJ]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[NOUN]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[grup.nom]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[s.a]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[PUNCT]-[conj]-[S]-[PUNCT]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[grup.nom]-[grup.nom]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[PUNCT]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[grup.nom]-[grup.a]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[s.a]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[grup.nom]', 1),
 ('[S]-[conj_LNK]-[S]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]', 1),
 ('[sp]-[grup.verb]-[sn]-[S_LNK]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[grup.nom]-[s.a]-[grup.nom]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]-[VERB]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[conj]-[S]-[inc]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[inc]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]-[S]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[sn]-[PUNCT]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[SCONJ]', 1),
 ('[S]-[conj_LNK]-[S]-[S]-[PUNCT]-[PUNCT]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[sp]-[NUM]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[conj]-[sn]-[grup.nom]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[NOUN]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[conj]-[S]-[sp]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[grup.nom]', 1),
 ('[S]-[conj_LNK]-[S]-[S]-[PUNCT]-[S]-[PUNCT]-[sn]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[s.a]-[s.a]-[grup.nom]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[S]-[PUNCT]-[S]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[S]-[PUNCT]-[S]-[grup.nom]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[S]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[sn]-[grup.nom]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[S]-[S]-[conj]-[S]-[PUNCT]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[conj]-[S]-[PUNCT]',
  1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[sp]-[PUNCT]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[S]-[PUNCT]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[sp]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[s.a]-[s.a]-[s.a]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[NUM]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[sp]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[sp]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[sp]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[S]-[S]-[PUNCT]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[grup.nom]-[s.a]-[s.a]', 1),
 ('[sp]-[grup.verb]-[sn]-[S_LNK]-[PROPN]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[PUNCT]-[NOUN]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]-[sp]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[S]-[PUNCT]-[S]-[s.a]', 1),
 ('[S]-[conj_LNK]-[S]-[sp]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[conj]-[S]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[conj]-[S]-[sp]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[PUNCT]-[S]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[PUNCT]-[sn]-[sp]-[PUNCT]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[S]-[PUNCT]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[PUNCT]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[VERB]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[S]-[s.a]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[PROPN]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[PUNCT]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[grup.nom]-[s.a]', 1),
 ('[S]-[conj_LNK]-[S]-[S]-[S]', 1),
 ('[S]-[conj_LNK]-[S]-[S]-[conj]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[conj]-[S]-[S]-[S]-[conj]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[grup.nom]-[s.a]',
  1),
 ('[S]-[conj_LNK]-[S]-[sn]-[grup.verb]-[s.a]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[PUNCT]-[PUNCT]-[PUNCT]-[PUNCT]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]-[S]-[PUNCT]',
  1),
 ('[S]-[conj_LNK]-[S]-[S]-[grup.nom]-[grup.nom]', 1),
 ('[grup.verb]-[sn]-[S_LNK]-[PUNCT]-[S]-[PUNCT]-[sn]-[sadv]-[neg]-[grup.verb]-[sp]-[S]-[PUNCT]',
  1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[S]-[PUNCT]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[PUNCT]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[PUNCT]-[sn]-[neg]-[grup.verb]-[S]-[PUNCT]', 1),
 ('[S]-[conj_LNK]-[S]-[sn]-[grup.verb]-[sadv]-[S]-[PUNCT]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[ADJ]', 1),
 ('[sn]-[grup.verb]-[S_LNK]-[grup.nom]-[s.a]', 1),
 ('[S]-[conj_LNK]-[S]-[sn]', 1)]

	proposal	arguments_num	% share
0	pid-1419	83	2.24
1	pid-965	37	1.00
2	pid-20389	37	1.00
3	pid-15711	32	0.86
4	pid-7	22	0.59
5	pid-615	21	0.57
6	pid-22742	20	0.54
7	pid-152	16	0.43
8	pid-26787	14	0.38
9	pid-19170	13	0.35

2.2. Most used categories

	category	frequency
2	CONTRAST	3343
0	CAUSE	218
1	CONSEQUENCE	85
3	ELABORATION	55
4	EXPLANATION	1

2.3. Most common sub-categories

	category	subCategory	frequency
6	CONTRAST	OPPOSITION	3281
1	CAUSE	REASON	132
0	CAUSE	CONDITION	86
2	CONSEQUENCE	GOAL	76
5	CONTRAST	CONCESSION	61
7	ELABORATION	SIMILARITY	55
3	CONSEQUENCE	RESULT	9
4	CONTRAST	ALTERNATIVE	1
8	EXPLANATION	EXEMPLIFICATION	1

2.4. Most used linkers by category

	category	subCategory	linker	frequency
16	CONTRAST	OPPOSITION	pero	3087
17	CONTRAST	OPPOSITION	sino	194
6	CAUSE	REASON	porque	91
3	CAUSE	CONDITION	si	81
11	CONSEQUENCE	GOAL	para	76
18	ELABORATION	SIMILARITY	como	54
15	CONTRAST	CONCESSION	mientras	49
10	CAUSE	REASON	ya que	29
14	CONTRAST	CONCESSION	aunque	12
12	CONSEQUENCE	RESULT	asi	9

2.5. Most used linkers by relation type

	relationType	linker	frequency
2	attack	pero	3087
3	attack	sino	194
14	support	porque	91
7	qualifier	si	81
13	support	para	76
10	support	como	54
1	attack	mientras	49
19	support	ya que	29
0	attack	aunque	12
9	support	asi	9

2.6. Most common entities

	entities	frequency	% share
0	Madrid	246	11.12
1	Ayuntamiento	68	3.07
2	https://decide.madrid.es/proposals/...	45	2.03
3	Espana	28	1.27
4	ciclista	27	1.22
5	Comunidad	20	0.90
6	Metro	18	0.81
7	Europa	17	0.77
8	EMT	17	0.77
9	general	17	0.77

2.7. Most common nouns

	nouns	frequency	% share
0	propuesta	445	2.27
1	tambien	207	1.06
2	gente	196	1.00
3	acuerdo	192	0.98
4	barrio	137	0.70
5	ciudad	132	0.67
6	calle	123	0.63
7	zona	116	0.59
8	idea	116	0.59
9	personas	115	0.59

2.8. Most common main verbs

	main verbs	frequency	% share
0	parece	145	4.12
1	creo	116	3.30
2	entiendo	72	2.05
3	tiene	71	2.02
4	tenemos	44	1.25
5	temo	44	1.25
6	hacer	43	1.22
7	tengo	40	1.14
8	tienen	35	1.00
9	estan	32	0.91

3. Network analysis

3.1. Processing network data

Total edge list: 34
[('p965-c92943', 2), ('c33684-c36354', 2), ('p965-c57141', 2), ('c69031-c69050', 1), ('p965-c80823', 1), ('c81061-c81133', 1), ('c81133-c81183', 1), ('c58535-c81672', 1), ('c66597-c82455', 1), ('p965-c84221', 1)]

3.2. Analyzing the network structure

n_nodes: 53 , n_edges: 34
graph density: 0.012336719883889695

3.2.1. Adjacency matrix

matrix([[0, 1, 0, ..., 0, 0, 0],
        [0, 0, 0, ..., 0, 0, 0],
        [0, 0, 0, ..., 0, 0, 0],
        ...,
        [0, 0, 0, ..., 0, 0, 0],
        [0, 0, 0, ..., 0, 0, 1],
        [0, 0, 0, ..., 0, 0, 0]], dtype=int32)

3.2.2. Incidence matrix

matrix([[1., 0., 0., ..., 0., 0., 0.],
        [1., 0., 0., ..., 0., 0., 0.],
        [0., 1., 1., ..., 0., 0., 0.],
        ...,
        [0., 0., 0., ..., 0., 0., 0.],
        [0., 0., 0., ..., 0., 0., 1.],
        [0., 0., 0., ..., 0., 0., 1.]])

3.2.3. Longest path

Find the longest path in a Directed Acyclic Graph (DAG)

Root node ix: 2

Longest path size: 3
['p965-c22235-c84225', 'p965-c22235-c60031']

3.3. Plotting Directed Weighted Graph

---

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